The graph represents a network of 1,803 Twitter users whose tweets in the requested range contained "cmswire", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 17 July 2019 at 16:00 UTC.
The requested start date was Tuesday, 16 July 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 13-day, 23-hour, 38-minute period from Tuesday, 02 July 2019 at 00:07 UTC to Monday, 15 July 2019 at 23:45 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
The graph is directed.
The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Author Description
Vertices : 1803
Unique Edges : 2447
Edges With Duplicates : 2139
Total Edges : 4586
Number of Edge Types : 3
Mentions : 2720
Tweet : 1804
Replies to : 62
Self-Loops : 1804
Reciprocated Vertex Pair Ratio : 0.0648726573762614
Reciprocated Edge Ratio : 0.121841155234657
Connected Components : 532
Single-Vertex Connected Components : 465
Maximum Vertices in a Connected Component : 1169
Maximum Edges in a Connected Component : 3587
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.38621
Graph Density : 0.0006820547576705
Modularity : 0.417519
NodeXL Version : 1.0.1.416
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[250] digital,workplace [220] change,management [188] customer,experience [141] digital,transformation [92] content,marketing [91] skills,traits [79] path,ai [79] ai,first [79] first,digital [79] digital,business Top Word Pairs in Tweet in G1:
[64] change,management [62] customer,experience [62] digital,workplace [29] digital,transformation [26] 7,tips [26] tips,improve [23] 8,reasons [22] management,digital [22] improve,seo [21] strategy,suck Top Word Pairs in Tweet in G2:
[59] change,management [39] digital,workplace [32] customer,experience [32] digital,transformation [31] cmswire,#marketing [30] content,marketing [22] skills,traits [21] #cx,#customerexperience [21] open,source [18] #dx,#digitalexperience Top Word Pairs in Tweet in G3:
[33] digital,workplace [31] change,management [30] digital,transformation [17] yes,outsource [17] customer,experience [17] jkevinparker,cmswire [15] outsource,digital [11] 3,common [11] common,sense [10] workplace,druadh20 Top Word Pairs in Tweet in G4:
[27] skills,traits [18] cmswire,domnicastro [18] 2019,domnicastro [16] domnicastro,cmswire [16] 11,skills [14] looking,back [14] predictions,2019 [13] customer,experience [12] professionals,2019 [11] back,predictions Top Word Pairs in Tweet in G5:
[46] path,ai [46] ai,first [46] first,digital [46] digital,business [41] #ai,#artificialintelligence [36] #artificialintelligence,#machinelearning [35] business,#ai [31] #machinelearning,#technology [29] jose_garde,path [25] contactpersona1,#digitalworkplace Top Word Pairs in Tweet in G6:
[11] digital,workplace [8] brands,care [8] care,ltv [8] 8,reasons [8] change,management [8] management,digital [7] data,protection [7] content,marketing [7] strategy,suck [6] thanks,sharing Top Word Pairs in Tweet in G7:
[14] customer,experience [13] cmswire,#cx [13] find,way [13] promised,land [11] lisamloftis,cmswire [11] janelle_estes,cmswire [10] land,janelle_estes [9] beyond,marketing [9] new,equilibrium [9] change,coming Top Word Pairs in Tweet in G8:
[20] digital,workplace [17] change,management [16] customer,experience [12] digital,transformation [10] swing,right [10] right,left [10] left,centrist [9] 11,skills [9] skills,traits [9] traits,customer Top Word Pairs in Tweet in G9:
[36] looking,improve [36] improve,#seo [36] #seo,2019 [36] 2019,marketers [36] marketers,contend [36] contend,challenges [36] challenges,stemming [36] stemming,seo [36] seo,more [36] more,20 Top Word Pairs in Tweet in G10:
[17] glenridgefleet,sabrinacadini [17] sabrinacadini,doylebuehler [16] doylebuehler,cgritmon [12] virtuosoassist,glenridgefleet [12] cgritmon,genepetrovlmc [11] seekingseo4u,katy7109 [11] lg217,b2the7 [10] b2the7,virtuosoassist [9] mllnnlmotivator,khetrific [9] khetrific,irambowman Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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